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GiovanniIacuzzo/README.md

Neural Network Animation

Hi, I'm Giovanni Iacuzzo!

🎓 MSc Student in Artificial Intelligence & Cybersecurity Engineering
📍 University Kore of Enna


“Where neural architectures meet mathematical elegance.”


🧠 About Me

I am a passionate researcher exploring the intersection of Artificial Intelligence, Mathematical Optimization, and Cybersecurity.

My mission is to transform elegant mathematical ideas into intelligent, efficient, and secure systems that solve real-world problems.


Mathematical Modeling Machine Learning Cybersecurity Numerical Optimization


⚙️ Tech Stack

Mathematics + Code = Creativity at Scale


🧮 Mathematical Mindset

“Between equations and intelligence, there lies optimization.”

$$ \min_{x \in \mathbb{R}^n}; f(x) ;=; |Ax - b|_2^2 ;+; \lambda |x|_1 $$


🚀 Selected Projects

🔎 Explore all my repositories


📈 GitHub Analytics


🌌 Philosophy

“The beauty of intelligence lies not in its complexity, but in its mathematical simplicity.”


— Where equations become poetry.

Coffee animation


🤝 Connect with Me

Let’s connect — mathematics thrives when shared.

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  1. Sem-Eval-2026-Task-13 Sem-Eval-2026-Task-13 Public

    Unified solution for SemEval-2026 Task 13: GenAI Code Detection & Attribution. A modular framework covering Subtasks A (Detection), B (Authorship), and C (Mixed-Source Analysis), designed to distin…

    Python 2

  2. water-4.0 water-4.0 Public

    WATER 4.0 predicts water leakage in distribution networks using a conditional GAN for scenario generation, an LSTM for leakage prediction, and CPSO for hyperparameter tuning, enabling accurate and …

    Python 11

  3. Esame-Machine-Learning Esame-Machine-Learning Public

    Medical image classification of skin lesions using PyTorch and scikit-learn. Combines a Deep Learning pipeline (Convolutional Autoencoder + neural classifier) with a hybrid approach leveraging Visi…

    Python 12 1

  4. GitScore-Dashboard GitScore-Dashboard Public

    Transform GitHub data into actionable insights with a Flask + ML dashboard: user analysis, automatic scoring, contact management, and integrated emails.

    Python 10

  5. Classification-instruments Classification-instruments Public

    Automatic classification of musical instruments from audio spectrograms using CNN, Vision Transformer (ViT) embeddings, XGBoost, and Random Forest. Includes feature extraction, model comparison, an…

    Jupyter Notebook 11

  6. Optimization-Image-Registration Optimization-Image-Registration Public

    3D MRI image registration project leveraging PSO and CPSO to optimize affine transformations, maximizing alignment accuracy using Mutual Information and RMSE metrics.

    MATLAB 12